{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关于python调用matlab库报告\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 综述\n",
    "经过一天的调研， 目前有两种方式可行：     \n",
    "\n",
    "1. **第一种方式**： matlab自带python引擎， 通过引擎可以实现python和matlab对象的相互识别。 （举个例子， python里的double类型经过引擎编译后能被matlab识别为matlab的double类型）。    \n",
    "\n",
    "\n",
    "2. **第二种方式**： matlab自带了将matlab lib编程成其他语言的库的工具箱，通过工具箱将matlab的代码编译成python的一个库，可以引入python项目中。 \n",
    "\n",
    "\n",
    "这两种方法，理论上都可以实现我们项目的需求。**缺点** 也很明显：\n",
    "1. 第一种方法的缺点在于，使用软件的电脑上必须安装了对应版本的matlab软件（40G），因为在python中调用matlab函数时必须启动matlab。\n",
    "\n",
    "2. 应该是第二种更方便（尚未确定）， 因为第二种轻便， 只要将编译好的库以及一个2.8G的 matlab runtime 程序包放入项目中就可以打包到任意电脑安装。   \n",
    "\n",
    "\n",
    "**两种方法计算的时长都相当久。。**"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用\n",
    "我们的目的是在python中调用matlab写的脚本函数，在测试时，只需要能用python成功调用示例matlab脚本即可。\n",
    "\n",
    "### 方法一 \n",
    "测试环境： python 3.8, matlab2020b   \n",
    "\n",
    "脚本： gaussian_pulse.m， matlabtest.py    \n",
    "\n",
    "- Matlab 脚本：gaussian_pulse.m\n",
    "\n",
    "```matlab\n",
    "function out = gaussian_pulse(fs, fc, repeat)\n",
    "    N = 882;\n",
    "    t = 0:1/fs:(N-1)/fs;\n",
    "    yi = gauspuls(t,fc,1/8);\n",
    "    temp = yi;\n",
    "    for i = 1:repeat-1\n",
    "        temp = cat(2, temp,yi);\n",
    "    end\n",
    "    out = temp;\n",
    "end\n",
    "```   \n",
    "\n",
    "- python 脚本： matlabtest.py    \n",
    "\n",
    "```python\n",
    "import matlab\n",
    "import matlab.engine\n",
    "\n",
    "engine = matlab.engine.start_matlab()\n",
    "signal = engine.gaussian_pulse(matlab.double([44100]), matlab.double([3000]), matlab.double([5]))\n",
    "print(type(signal))\n",
    "print(signal[0:10])\n",
    "```\n",
    "\n",
    "结果： \n",
    "![image.png](attachment:image.png)   "
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 方法二\n",
    "参考 https://blog.csdn.net/m0_38082373/article/details/107765149 这位兄台的博客，我在matlab中打包了gaussian_pulse.m为python库，分别使用了 python3.6, matlab2018b以及python3.8, matlab2020b来测试。   \n",
    "\n",
    "测试环境： python 3.8, matlab2020b   \n",
    "   \n",
    "安装matlab生成的python包： \n",
    "![image.png](attachment:image.png)    \n",
    "\n",
    "在python中调用： \n",
    "![image-2.png](attachment:image-2.png)   \n",
    "可以看到调用失败，提示找不到matlab runtime的环境变量mclmcrrt9_9.dll， 但我检查过电脑环境变量，有matlab runtime的环境变量，且该文件里也有这个mclmcrrt9_9.dll文件。  暂时找不到原因。 \n",
    " \n",
    "但是，我用另一个环境的时候是可行的：    \n",
    "\n",
    "测试环境： python3.6, matlab2018b\n",
    "\n",
    "![image-3.png](attachment:image-3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "但如果在pycharm使用同样的python interpreter又会提示错误。 很奇怪。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 解决方法\n",
    "虽然电脑的环境变量安排了，但在pycharm，或者anaconda的环境里没有更新，我意识到这个问题的时候是查看了一下错误提示中的源码，源码中检测了环境变量，我在python console查看环境变量：\n",
    "```\n",
    "import os\n",
    "os.environ['Path']\n",
    "```\n",
    "果然是没有更新的环境变量，除了重启也可以手动添加环境变量： \n",
    "```\n",
    "import os\n",
    "os.putenv('Path','matlab....')\n",
    "```\n",
    "\n",
    "至此，在脚本中运行：\n",
    "```python\n",
    "import matlab\n",
    "import matlab.engine\n",
    "\n",
    "# engine = matlab.engine.start_matlab()\n",
    "# signal = engine.gaussian_pulse(matlab.double([44100]), matlab.double([3000]), matlab.double([5]))\n",
    "# print(type(signal))\n",
    "# print(signal[0:10])\n",
    "\n",
    "\n",
    "import gaussian_pulse_new\n",
    "gaussian = gaussian_pulse_new.initialize()\n",
    "gaussian.gaussian_pulse_new(matlab.double([100]), matlab.double([20]), matlab.double([5]))\n",
    "```\n",
    "\n",
    "结果还是出了错误，但是错误改变了： \n",
    "> SystemError: Error initializing MATLAB Runtime: Warning: Cannot initialize MATLAB Compiler-generated software component in MATLAB. MATLAB Compiler-generated software components cannot be used from within MATLAB.     \n",
    "\n",
    "不能在matlab中运行matlab时是什么鬼？查了一下这个错误，似乎也没人遇到过，大概是不太可能出现的非常低级的错误。\n",
    "想了一下，有可能是因为代码中 import matlab.engine已经启动过了matlab，在后面initialize()又启动一次。\n",
    "\n",
    "bingo，把import matlab.engine注释掉程序就能正常运行了。"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 方法二的使用教程\n",
    "\n",
    "### 准备\n",
    "- 对应版本的matlab和python： \n",
    "![image.png](attachment:image.png)      \n",
    "\n",
    "- 对应版本的matlab runtime software， 下载并安装： https://ww2.mathworks.cn/products/compiler/matlab-runtime.html     \n",
    "\n",
    "- 确定环境变量中存在matlab runtime: ![image-2.png](attachment:image-2.png)\n",
    "\n",
    "- matlab库脚本： your_lib.m\n",
    "\n",
    "### 打包生成python接口\n",
    "- 在matlab console中调出打包工具: 》deploytool\n",
    "- 把需要打包的matlab脚本加入，并点击OK\n",
    "- 使用 ananconda cmd进入打包生成的python路径中，使用命令 python setup.py install安装\n",
    "- 在自己的python项目中使用"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`2021/04/01`\n",
    "## 使用结论\n",
    "真正把项目和matlab结合以后发现不方便，而且会出现奇怪的错误。 至此，决定将matlab脚本转成python脚本，花了一天时间。 \n",
    "目前计算结果对不上，需要查找原因。 \n",
    "\n",
    "\n",
    "### 结果对比\n",
    "\n",
    "Matlab计算迭代结果： \n",
    "```\n",
    "第一次：\n",
    "3176282.05497860\n",
    "10132420.2788848\n",
    "0.00533361489378654\n",
    "0.899716002047782\n",
    "0.575452030252882\n",
    "-0.00522762548751383\n",
    "\n",
    "第二次：\n",
    "3176282.06015936\n",
    "10132420.2809988\n",
    "0.0119939113463851\n",
    "0.811683935270795\n",
    "0.534367905499926\n",
    "-0.0104529900262286\n",
    "\n",
    "\n",
    " 0.317628193572511\n",
    "   1.013242031683239\n",
    "  -0.000000011005924\n",
    "   0.000000026946055\n",
    "  -0.000000062725191\n",
    "  -0.000000163228243\n",
    "```\n",
    "\n",
    "python计算迭代结果：   \n",
    "\n",
    "![image.png](attachment:image.png)    \n",
    "\n",
    "![image-2.png](attachment:image-2.png)   \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第二次迭代结果已经开始不同了。。 "
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "找了原因，似乎从 \n",
    "```\n",
    "(JM'*JM)\\JM'*(D_obs-dT_diff);\n",
    "```\n",
    "开始就有细微的区别： \n",
    "下面是inv(JM'\\*JM)的结果对比：\n",
    "```\n",
    "10869491066.6855\t14240938094.9272\t-6048952961.67643\t1954651390.14382\t-28115953998.9194\t6125964169.61798\n",
    "14240938094.9272\t57260113403.7178\t-24705244496.0888\t-40999222975.3842\t10077730783.9930\t-34663779219.8503\n",
    "-6048952961.67643\t-24705244496.0888\t20896206977.1818\t61720125784.1155\t-708240784.260038\t13242265727.6590\n",
    "1954651390.14382\t-40999222975.3842\t61720125784.1155\t267290166027.006\t-66354143043.0621\t83508069060.1995\n",
    "-28115953998.9194\t10077730783.9930\t-708240784.260038\t-66354143043.0621\t277163661077.062\t-384480881493.890\n",
    "6125964169.61798\t-34663779219.8503\t13242265727.6590\t83508069060.1995\t-384480881493.890\t920885824699.362\n",
    "```\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
    },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查了一下python和matlab的精度对比，应该是一样的，但是结果不一样，可能我一开始没有对比所有的数，只看头8个。\n",
    "再看看数据的输入： \n",
    "```matlab\n",
    "% UTM[0]\n",
    "3176268.18875350\n",
    "3176268.21799885\n",
    "3176268.24724420\n",
    "3176268.27637809\n",
    "3176268.30551198\n",
    "3176268.33464587\n",
    "```\n",
    "\n",
    "![image.png](attachment:image.png)     \n",
    "\n",
    "\n",
    "```matlab\n",
    "%UTM[1]\n",
    "10132423.6967095\n",
    "10132423.6863975\n",
    "10132423.6760855\n",
    "10132423.6787510\n",
    "10132423.6814165\n",
    "10132423.6840820\n",
    "```\n",
    "\n",
    "![image-2.png](attachment:image-2.png)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最后发现可能是excel把原始数据的精度转了，现在把原始数据的文件csv在matlab跑一次，结果还是不理想。 再对比一下原始数据，matlab似乎还是把小数点最后一位缩水了。\n",
    "不过好消息是，这次一直到cal_delta_diff这一步，结果基本一致，只有小数点最后一位不同。\n",
    "\n",
    "```\n",
    "   diff:\n",
    "  -0.295597547364780\n",
    "  -0.298084978696752\n",
    "  -0.300598455871144\n",
    "  -0.302833350180531\n",
    "  -0.305088396902197\n",
    "```\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
